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Human Resource Data Integration System Based on Artificial Intelligence Environment

In an AI environment, this article suggests an HR data integration system based on a hidden semantic model to address the low integration of HR raw data. It provides a decision-making framework for enterprise personnel recruitment and employee training by making predictions and analyses based on HR...

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Detalles Bibliográficos
Autor principal: Xie, Fei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9398809/
https://www.ncbi.nlm.nih.gov/pubmed/36017240
http://dx.doi.org/10.1155/2022/1650583
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author Xie, Fei
author_facet Xie, Fei
author_sort Xie, Fei
collection PubMed
description In an AI environment, this article suggests an HR data integration system based on a hidden semantic model to address the low integration of HR raw data. It provides a decision-making framework for enterprise personnel recruitment and employee training by making predictions and analyses based on HR information. The basis for the HR data integration model base is established in this article, along with its construction principle, process, and model types. Based on this, a method for creating an HR data integration system that has a straightforward modeling process, an easy solution, high prediction accuracy, verifiability, and correction is chosen. An HR recommendation algorithm combining a hidden semantic model and a deep forest model is proposed. At the same time, preprocess HR data and create a data warehouse. According to experiments, this system's stability can reach a maximum of 95.84 percent and its efficiency in integrating HR data can reach 96.37 percent. The system operates with ease and consistently delivers superior performance. It can more effectively realize the fusion and mining of HR data and offer practical services for related work.
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spelling pubmed-93988092022-08-24 Human Resource Data Integration System Based on Artificial Intelligence Environment Xie, Fei J Environ Public Health Research Article In an AI environment, this article suggests an HR data integration system based on a hidden semantic model to address the low integration of HR raw data. It provides a decision-making framework for enterprise personnel recruitment and employee training by making predictions and analyses based on HR information. The basis for the HR data integration model base is established in this article, along with its construction principle, process, and model types. Based on this, a method for creating an HR data integration system that has a straightforward modeling process, an easy solution, high prediction accuracy, verifiability, and correction is chosen. An HR recommendation algorithm combining a hidden semantic model and a deep forest model is proposed. At the same time, preprocess HR data and create a data warehouse. According to experiments, this system's stability can reach a maximum of 95.84 percent and its efficiency in integrating HR data can reach 96.37 percent. The system operates with ease and consistently delivers superior performance. It can more effectively realize the fusion and mining of HR data and offer practical services for related work. Hindawi 2022-08-16 /pmc/articles/PMC9398809/ /pubmed/36017240 http://dx.doi.org/10.1155/2022/1650583 Text en Copyright © 2022 Fei Xie. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Xie, Fei
Human Resource Data Integration System Based on Artificial Intelligence Environment
title Human Resource Data Integration System Based on Artificial Intelligence Environment
title_full Human Resource Data Integration System Based on Artificial Intelligence Environment
title_fullStr Human Resource Data Integration System Based on Artificial Intelligence Environment
title_full_unstemmed Human Resource Data Integration System Based on Artificial Intelligence Environment
title_short Human Resource Data Integration System Based on Artificial Intelligence Environment
title_sort human resource data integration system based on artificial intelligence environment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9398809/
https://www.ncbi.nlm.nih.gov/pubmed/36017240
http://dx.doi.org/10.1155/2022/1650583
work_keys_str_mv AT xiefei humanresourcedataintegrationsystembasedonartificialintelligenceenvironment